The clinical application of beta-lactam antibiotic therapeutic drug monitoring in the critical care setting

Abstract Critically ill patients have increased variability in beta-lactam antibiotic (beta-lactam) exposure due to alterations in their volume of distribution and elimination. Therapeutic drug monitoring (TDM) of beta-lactams, as a dose optimization and individualization tool, has been recommended to overcome this variability in exposure. Despite its potential benefit, only a few centres worldwide perform beta-lactam TDM. An important reason for the low uptake is that the evidence for clinical benefits of beta-lactam TDM is not well established. TDM also requires the availability of specific infrastructure, knowledge and expertise. Observational studies and systematic reviews have demonstrated that TDM leads to an improvement in achieving target concentrations, a reduction in potentially toxic concentrations and improvement of clinical and microbiological outcomes. However, a small number of randomized controlled trials have not shown a mortality benefit. Opportunities for improved study design are apparent, as existing studies are limited by their inclusion of heterogeneous patient populations, including patients that may not even have infection, small sample size, variability in the types of beta-lactams included, infections caused by highly susceptible bacteria, and varied sampling, analytical and dosing algorithm methods. Here we review the fundamentals of beta-lactam TDM in critically ill patients, the existing clinical evidence and the practical aspects involved in beta-lactam TDM implementation.


Introduction
Beta-lactam antibiotics (beta-lactams) are defined as 'timedependent' antibiotics.Their bactericidal activity is dependent on the pharmacokinetic/pharmacodynamic (PK/PD) index, fT > MIC: the proportion of time (T ) their unbound concentration (f ) remains above the MIC of the infecting bacterium. 13][4][5] Patients who are severely unwell have a range of physiological changes that can greatly affect the PK of betalactams. 68][9] These alterations often occur concurrently and can lead to either sub-therapeutic concentrations, which may affect treatment response and increase the risk of resistance, or supra-therapeutic concentrations, which may cause toxicity. 3,7,10][13] Therapeutic drug monitoring (TDM) involves the measurement of a drug concentration to help inform optimized dosing, with the goal of improving patient outcomes and minimizing toxicity. 5TDM guided dose adaptation can address individual patient-level PK variability and improve the attainment of therapeutic concentrations. 14,15For aminoglycosides, TDM has led to reduced toxicity and shorter hospital length of stay. 16The 2021 surviving sepsis guidelines recommended antimicrobial dose optimization based on PK/PD principles and TDM. 17 Given that beta-lactams are one of the most common antibiotics prescribed in sepsis, beta-lactam TDM should be a key priority. 5,79][20][21] This narrative review will discuss the fundamentals of beta-lactam TDM in critically ill patients, the existing clinical evidence and the practical aspects involved in beta-lactam TDM implementation.

Pharmacokinetic/pharmacodynamic considerations of beta-lactams in critically ill patients
Beta-lactams are hydrophilic and primarily eliminated by the kidneys, making them particularly subject to changes in volume of distribution and elimination. 22The physiological changes that occur in patients who are critically ill can have significant effects on beta-lactam pharmacokinetics. 22][9] Changes in renal function seen in critically ill patients such as impaired or augmented (CL(Cr) ≥130 mL/min) renal clearance can lead to decreased or increased elimination of these drugs, respectively. 23,24][27][28] In vitro and in vivo animal model studies have demonstrated that the efficacy of beta-lactams is achieved if the fT > MIC is maintained for 40% of the dosing interval for carbapenems, 50% for penicillins and monobactams and 50%-70% for cephalosporins (Table 1). 1,2,37The bactericidal effect has been shown to be maximal at 4-5×MIC and plateaus at concentrations above this threshold. 4Much debate still exists on the optimal concentration targets for beta-lactams in clinical care. 38Higher PK/PD targets of 100%fT > MIC and 100%fT > 4×MIC have been called for in critically ill patients, and a recent position paper endorsed by European working groups have recommended aiming for 100%fT > MIC, with minimum steady-state concentration monitoring for intermittent infusions (C min , sample obtained prior to next dose) and steady-state concentrations for continuous infusions (C ss , sample obtained at any time during infusion). 14,391][42] The Defining Antibiotic Levels in Intensive Care (DALI) study by Roberts et al. was a multinational, point prevalence, beta-lactam PK study of eight different beta-lactams, which included 248 patients with infections, and found that patients who did not achieve 50%fT > MIC were 32% less likely to have positive clinical outcomes. 14In the multivariate model they observed higher PK/PD index of 100%fT > MIC was associated with a 56% greater probability of a positive clinical outcome. 14These data were supported by Ariano et al. who studied 60 critically ill febrile neutropenic patients and showed an 80% clinical response in those treated with meropenem who achieved 75%fT > MIC, whereas, an average exposure of 59%fT > MIC was observed in patients with poor response. 40oreover, Al-Shaer et al. conducted a study of 206 critically ill patients with a range of infections using actual MICs to evaluate exposure, and showed that the odds of microbial eradication and clinical cure were more than doubled (aOR 2.56, 1.01-6.51)and tripled (aOR 3.00, 1.11-8.12),respectively, in those who achieved 100%fT > MIC. 43Very little clinical data exist to support higher concentrations at multiples above the MIC.A small prospective open-label study of patients treated with cefepime (n = 36; 20 patients with Gram-negative infections with MICs determined by Etest) showed that cefepime serum concentrations of 83% and 95% fT > 4.3×MIC were associated with 80% and 90% probability of microbiologic success, respectively. 44The study by Al-Shaer et al. also showed that exposure of 100%fT > 4×MIC significantly reduced the emergence of new resistance by 79% (aOR 0.21.0.07-0.62). 43,45Further clinical studies are still required to determine whether higher concentrations of beta-lactams as a multiple of MIC are beneficial for critically ill patients.
Similar to 100%fT above a multiple of MIC, trough concentration (C min ) to MIC ratio (C min /MIC) has also been proposed as a drug concentration target for efficacy.C min /MIC ratios of >1.3-5 have been associated with greater clinical or microbiological success in PK studies of various beta-lactams. 41,46Using population models, Aitken et al. and Li et al. demonstrated that a C min /MIC ratio >5 for meropenem, which equates to 100%fT > 5×MIC, and C min /MIC ratio >2.1 for cefepime, were associated with improved clinical and microbiological outcomes, and reduced clinical failure, respectively, in the treatment of lower respiratory tract infections. 33,47These data were supported by Wong et al. who evaluated data from 98 patients treated with meropenem (n = 46), piperacillin/tazobactam (n = 36) and ceftazidime (n = 10) for Gram-negative bloodstream infections.Using CART analysis, they observed that the ratio target of fC min /MIC >1.3 was significantly associated with improved outcomes. 46A more recent study in ICU patients with Gram-negative bacteraemia (n = 44) Review applied this efficacy target when using a continuous infusion (meropenem) and showed that a steady-state concentration (C ss ) to MIC (C ss /MIC) ratio of ≥4.63 was associated with improved clinical outcomes. 48C min /MIC ratios have also been shown to be associated with suppression of antimicrobial resistance in hollowfibre infection models, including ≥3.4 for intermittent bolus infusions and ≥10 for prolonged infusions of piperacillin/tazobactam and ≥3.8 for cefepime, ceftazidime and meropenem. 49,50owever, clinical data are lacking to support these in vitro model findings and a systematic review by Sumi et al. concluded that no recommendations on PK/PD targets for Gram-negative resistance suppression could be made based on available data. 51bservational studies have illustrated the challenges of betalactam PK variability on outcomes in severely unwell patients.Roberts et al. studied a cohort of 24 critically ill patients undergoing continuous renal replacement therapy and showed variability in trough concentrations of 6.7-fold for meropenem and 3.8-fold for piperacillin. 52In a follow-up study of 381 patients on renal replacement therapy, >25% did not achieve high concentrations, defined as free beta-lactam trough concentrations four times above MIC, and 4% failed to reach lower target concentrations, defined as free trough concentration over MIC for piperacillin and meropenem. 24Hypoalbuminaemia is another common finding in critical illness with a reported incidence of more than 40%-50% and is particularly important for certain beta-lactams that are highly protein bound (>80%) such as ceftriaxone, flucloxacillin and ertapenem. 53,54The resultant unbound concentrations can be unpredictable, and much of the unbound drug can escape into extra-vascular third spaces or undergo rapid renal clearance. 54,55It is recommended that free drug concentrations be measured for TDM of highly protein-bound beta-lactams and some authors recommend administration of higher initial loading doses in cases of severe hypoalbuminaemia. 55,56Patients with burns are also at higher risk of poor target attainment.In a prospective cohort study of 50 patients admitted with burns and treated for infection, 60% did not achieve beta-lactam target concentrations. 57In general, critically ill patients often have multiple drivers of altered pharmacokinetics and it is in these patient populations where TDM guided dose adjustment may have the greatest benefit.
The other major benefit of TDM, and what has made aminoglycoside and vancomycin TDM standard of care, is to reduce the risk of toxicity.Beta-lactams have a wide therapeutic index and are considered to be safe even at high doses, however, neurotoxicity, hepatotoxicity, nephrotoxicity and bone marrow suppression (cytopaenia) have all been described in patients on treatment with beta-lactams. 29,58The exact PK/PD threshold for toxicity is uncertain and varies with different betalactams. 10,29Neurotoxicity has been reported due to cefepime accumulation in critically ill patients with renal impairment. 30-32A systematic review of 37 studies by Payne et al. concluded that there may be a causal relationship between cefepime and neurotoxicity, particularly with larger doses of cefepime in renal impairment but can also occur in patients on appropriate doses without renal impairment. 33The authors noted median cefepime serum and CSF concentrations to be 45 mg/L in 21 patients and 13 mg/ L in four patients, however, no conclusion could be made between concentrations and neurotoxicity. 33Beumier et al. (n = 199) identified that elevated C min /MIC ratios (risk greatest with C min /MIC ≥ 8) for meropenem, piperacillin, ceftazidime and cefepime correlated with neurotoxicity, and Huwyler et al. found a 5-fold increased risk of neurotoxicity in patients with cefepime C min > 20 mg/L. 34,35oxicity thresholds for continuous infusions of cefepime have also been assessed, with a cefepime steady-state concentration (C ss ) of >63.2 mg associated with neurotoxicity in a retrospective cohort study (n = 98). 36Imaini et al. (n = 378) identified threshold beta-lactam trough concentrations at which there was a 50% risk of emergent neurotoxicity and nephrotoxicity; they found no association with hepatotoxicity. 10Despite beta-lactams being considered safe, high doses are often used in intensive care setting and risk of toxicity are greater in this patient population.Further research on beta-lactam toxicity thresholds when using higher doses in critically ill patients is still warranted.

Clinical studies evaluating the role of beta-lactam therapeutic drug monitoring in clinical care
TDM guided dose adaptation builds on the PK/PD principles of preclinical and clinical studies, and translates these findings to the bedside with the goal of improving patient outcomes.[62][63][64][65][66][67][68][69][70][71] 63,64 Neither study showed a statistically significant impact on patient outcomes, length of stay or target attainment.The trial by Roggeveen et al. allowed for enrolment of patients who had been on antibiotics for a longer period of time leading to a delay in dose optimization, which may have underestimated the effect of dose optimization. 64There were similar delays (>36 hours) to dose optimization in the trial by Ewoldt et al. 63 Another recent multicentre RCT by Hagel et al. involving 249 patients (124 in the control group; 125 in TDM group; 13 sites) receiving piperacillin via a continuous infusion, assessed the effect of TDM guided dose optimization on organ dysfunction. 62They found no statistically significant change in the sequential organ failure score (ΔSOFA) or 28-day mortality between the two groups, however, there was improved target attainment in the TDM group when compared with the non-TDM group. 62Moreover, patients were allowed to receive concomitant antibiotic therapy, which may have influenced outcomes. 62In a small RCT of 38 patients with burns, TDM resulted in greater target attainment [aOR, 2.34 (95% CI, 1.17, 4.81)] but no difference in clinical resolution of infection, when compared with the no-TDM, standard of care group. 59This study did not report on renal clearance, however, patients with burns are at increased risk of augmented renal clearane that can impact beta-lactam concentrations. 72Two other small RCTs similarly showed improved target attainment. 60,61][62][63] As a consequence of multiple RCTs with small sample sizes, several systematic reviews and meta-analyses have been Review performed, and have shown that a TDM guided approach in critically ill patients provided an 85% higher target attainment, 17% and 14% higher clinical and microbiological cure, respectively, and a 21% reduction in treatment failure. 73While no mortality benefit was demonstrated, this systematic review highlighted the utility of TDM in providing a tailored approach to beta-lactam dosing in critically ill patients who are at risk of therapeutic failure. 73Another recent systematic review and meta-analysis analysed the overall impact of antimicrobial TDM (beta-lactams, glycopeptide, voriconazole) and similarly found improvement in target attainment, treatment failure and reduction in nephrotoxicity but no impact on mortality. 74he lack of evidence on survival benefit has been a limitation to the uptake of beta-lactam TDM when compared with other antimicrobial TDM. 20However, there are important reasons why mortality benefits may have not been demonstrated in the clinical studies published thus far.First, patients who are critically ill and admitted to ICUs often receive beta-lactam antibiotics but may never culture a causative organism or have an infection at all yet are still included in beta-lactam trials.By including these patients, the results are more likely to support the null hypothesis that there is no difference between the intervention arms.Second, for most study participants who do have a causative bacteria cultured, the MICs of the beta-lactam antibiotics are most often low.For example, in the study by Hagel et al., nearly 80% of the pathogens isolated from 166 patients had MICs to piperacillin ≤4 mg/L. 62In the context of very low MICs, the likelihood is that most dosing would be adequate, therefore underestimating the clinical impact of beta-lactam TDM.Furthermore, and as represented by the Hagel et al. study, the control group may already be receiving high dose or extended/continuous infusion beta-lactams that would already improve PK/PD target attainment. 62Third, as described, targets for efficacy rely on the MIC of the infecting pathogen, however many studies assessing target attainment use 'worst case MICs' i.e. epidemiological cut-off values (ECOFF) or the EUCAST clinical breakpoints (http://www.eucast.org/clinical_breakpoints;https://mic.eucast.org/search/)rather than actual MICs or local antibiograms.Using higher MIC values can underestimate the PK/PD target achieved. 37Fourth, TDM guided dose optimization may have no benefit in patients that are only mildly unwell or those that are severely unwell whereby no variation in treatment would change their outcome.There is probably a sweet spot in the middle that would benefit most from TDM guided dose optimization, however, there are challenges in defining that group and tailoring study inclusion.Other limitations with the existing literature that provide important insights into future study design include a lack of blinding of the study investigators, which may introduce bias in the outcome analysis, logistical delays with the intervention as was seen in the evaluation of MIPD tools, and clearly defining outcome definitions that are consistent and well recognized definitions to improve the generalisability of the studies. 63,64,75These common limitations should be strongly considered when designing future studies that assess the impact of beta-lactam TDM in critically ill patients.
Given the results from the systematic reviews and observational studies, plus the limitations of the existing RCTs, we support the use of beta-lactam TDM guided dose adaptation in patients at risk of sub-therapeutic concentrations due to PK variability (e.g.augmented renal clearance, RRT and major burns) and those with PD characteristics that predispose them to poor clinical outcomes.[78][79][80] Implementation considerations for beta-lactam TDM Successful implementation of beta-lactam TDM into a hospital system requires a comprehensive workflow (Figure 1).Most of the components of this workflow are established for TDM of other antimicrobials such as aminoglycosides and vancomycin, but these need to be adapted for beta-lactam specific purposes.In the following sections of the review, we will discuss some of the key practical aspects that need to be considered when establishing a beta-lactam TDM service.

Sampling, access to assays and timing of sampling
As discussed previously and shown in Table 2, there are certain patient populations that would benefit most from beta-lactam TDM and would provide a starting point for eligibility.To be worthwhile, TDM should be performed if prolonged beta-lactam therapy (e.g. at least >48 hours) is expected.For maximum clinical utility, having a laboratory that can run samples 7 days a week would be ideal but is often not possible. 20The need for analytical systems and dedicated equipment (e.g.LC-MS/MS), and expertise in laboratory staff, are required for the successful application of beta-lactam TDM. 81Typically, beta-lactam assays are developed in-house, as standardized commercial assays are not available. 81everal assay methods exist and these vary in their ease of use, turnaround times and sample preparation. 81Liquid chromatography (e.g.LC-tandem MS, UPLC) machines require trained personnel, standardization and quality assurance practices.They also have high acquisition and maintenance costs and are mostly available in central laboratories of referral hospitals. 82Many of the clinical studies reporting a beta-lactam TDM service were only available between Monday and Friday, and varied from 2-4 days per week, which may limit their overall clinical utility.
The timing of sample collection is crucial in TDM interpretation and dose optimization particularly for intermittent infusions. 83,841][62] Trough (C min ) samples are most often collected for intermittent bolus and extended infusions (over 3 hours).Ideally two samples (midpoint and trough) should be collected to account for assay limitations, however, trough samples may be the most practical and convenient to obtain in busy clinical settings. 15The availability of personnel for repeated timed blood draws is an important consideration.For continuous infusions samples can be obtained at any time once steady state is reached. 15he next important consideration includes the identification of the most appropriate team for interpretation of the TDM results and subsequent dose adaptation advice, and the best method of communicating the results to the clinical teams. 85 Review existing pathways of conveying laboratory results appears to be the most effective and convenient, and having a pharmacy-led approach, which has been shown to be successful in the case of vancomycin and aminoglycoside TDM. 86Developing pathways to expand the scope of pharmacists would be a useful step when considering implementation. 86

Minimum inhibitory concentrations and dose adaptation
The primary goal of dose adaptation is to achieve a PK/PD target, which is a relationship between the serum levels of an antimicrobial and the MIC of that antimicrobial for a given causative organism.The MIC is a measurement of the antimicrobial activity against a standard inoculum of a bacterial strain under standardized laboratory conditions. 87The value assigned to the MIC depends on the antibiotic concentration at which visible growth is observed. 87In clinical practice, the MIC is measured using semiautomated machines (e.g.VITEK) and is subject to variability. 87or antibiotic dose adaptation, where target attainment involves a relationship between the antibiotic level and the MIC, experts have argued against the use of a single 'snapshot' MIC.Mouton et al. have discussed the limitations of the MIC and have proposed the use of the ECOFF, which is the highest MIC of an antibiotic from a group of isolates that do not show phenotypic resistance (wildtype strains). 87,88They have proposed two scenarios to interpret the MIC for target attainment: in the first scenario, the ECOFF value is used if the measured MIC is below or equal to the ECOFF, and in the second scenario, if the MIC is greater than the ECOFF, they suggest using the MIC plus a 2-fold dilution. 87Using the ECOFF value is useful for dose optimization with empiric therapy, when antimicrobial susceptibility data is not available, or in situations where the microbiology laboratory susceptibility report does not include MIC values.This latter situation is common, which makes the second scenario suggested by Mouton et al. challenging to implement as MICs are often not reported. 87An alternate option if MIC values are not routinely reported is to use local antibiogram data.The impact of dose adjustment to target for maximum T > 'worst case MIC/highest MIC' values on clinical and toxicological outcomes warrants further study. 89hus far, the dose adaptation algorithms reported by most studies has been based on expert opinion, with little evaluation of their success. 89The most common approach has been the 'rule of three', which involves increasing or decreasing the dose, the frequency and/or the dosing interval. 90In most cases, repeat sampling of patients after dose adjustment has been uncommonly performed or reported on.In studies where repeat sampling was reported, a significant proportion (up to 40%) did not achieve desired targets despite dose adaptation. 5,35,38,691][92][93][94] Software for dose adaptation and MIPD has been reviewed comprehensively elsewhere, but it is relevant to note that validation of these programs in the clinical context has not been performed. 75,90,95

Assessing effectiveness
Successful implementation of beta-lactam TDM needs continual evaluation of the effectiveness of the process and the clinical benefits. 96Defined clinical outcomes such as clinical cure or microbiological eradication from sterile samples or improvement in organ function such as time to vasopressor or ventilator-free days are evaluable endpoints.7][98] In their systematic review, McAleenan et al. evaluated the methodological features of clinical PK/PD studies of antibacterial and antifungal agents and suggested guidelines for conducting such studies in the clinical context. 99Key recommendations included a robust sample size and statistical analysis and reporting; choice of a homogeneous population and appropriate population PK models; use of standardized susceptibility testing and validation with another laboratory; use of clear, standardized, patient relevant outcomes and evaluation of PK/PD indices for efficacy achieved in clinical settings relative to preclinical PK/PD studies. 99nother important aspect of successful continuation of a TDM programme is the evaluation of cost-effectiveness.Antibiotic TDM cost-effectiveness has been studied in the context of aminoglycosides. 16,100Costs of set-up, ongoing maintenance, technical support and training need consideration.In their study of ventilator-associated pneumonia, Duszynska et al. (n = 16, continuous infusion of piperacillin) showed a 37% reduction in the total dose with TDM guided continuous infusions of piperacillin versus intermittent bolus dosing, demonstrating a cost reduction of €15/patient/day or €105 for 7 days of treatment. 101Aldaz et al. noted a 66.2% reduction in daily meropenem dose in patients that underwent monitoring. 69It can be hypothesized that achieving effective targets early may result in earlier control of sepsis, shorter ICU and hospital length of stay, lower antibiotic daily doses, shorter antibiotic duration and an overall lower risk of colonization with or emergence of antibiotic-resistant organisms, all leading to reduced costs. 100The pharmacoeconomic data proving cost-effectiveness of TDM to date are limited and conflicting, with a post hoc analysis of the EXPAT study showing no difference in cost-effectiveness in patients that attained target concentrations; and RCT data from the Ewoldt et al. study showing higher costs in the TDM/dose optimization group compared with standard of care group. 63,102A dedicated approach to Review cost-benefit analysis in future research is needed is needed to establish the economic value of beta-lactam TDM. 103

Stakeholder engagement
Finally, the successful operation of a TDM program requires prescribers to change their usual practice. 104Individualized dosing requires use of doses higher or lower than the standard recommended doses or may involve the use of prolonged or continuous infusions and loading dose administration. 89,105,106Physicians may not find this change acceptable.Continuous infusions require dedicated vascular access placing additional burden on nursing workload. 105,107They also need knowledge of stability of various beta-lactams, for example, meropenem remains stable for about 4 h at a temperature of 25°C and needs to be cooled to 4°C to maintain stability for 24 hours. 108,109Schoenenberger-Arnaiz et al. found that TDM guided dose recommendations were not accepted in more than one-third of cases. 110They hypothesized that the lack of knowledge and low frequency of sampling (sample sent on third or fourth day for most patients during the course of antibiotic treatment) may be key reasons underlying the reluctance to accept TDM guided dose adaptation. 110Gatti et al. demonstrated the successful implementation of TDM in the ICU.After an initial organizational phase that involved the formation of an expert clinical pharmacology advisory (ECPA) group including clinical pharmacologists, engineers, ICU clinicians and bioanalytical experts that oversaw various steps involved in TDM such as developing dosing algorithms, EHR integration and assay turnaround time. 111In the second phase, they assessed the impact of the ECPA on dose adaptation and turnaround times.They improved clinician acceptability by daily briefings in the ICU and the program led to improved service delivery, reduction in turnaround times and more dose adaptations. 111This example shows that feasibility and implementation studies involving key providers and stakeholders (representatives from clinical, microbiology, pharmacy, nursing, laboratory, information technology and hospital administrative services) are still required for the optimized use of TDM within a clinical environment. 107,111,112takeholder engagement should continue throughout the preimplementation, implementation and post-implementation phases and should play an important role in iterative changes to a TDM service roll-out. 84,113

Future directions
Innovative developments designed to improve the clinical application of TDM are anticipated in the near future. 81Research on the development of mechanism-based models (that provide information on bacterial kill kinetics in the presence of varying antibiotic concentrations) that can be integrated with population PK to optimize antibiotic exposure is underway. 114Further research into improving existing population PK models using model averaging and continuous learning approaches is also required to improve clinical decision making and precision in dosing.The role of MIC-independent PK/PD matrices is also being studied to overcome the limitations associated with MIC measurement. 115lternate sample types for TDM such as saliva, dried blood spots, ultrafiltrate from renal replacement therapy and interstitial fluid are being studied. 81,116,117Other promising technology that may revolutionize the way TDM is performed, interpreted and acted on is the field of wearable medical devices such as biosensors. 118A biosensor consists of an analytical device that converts biological signals (microbial DNA, antibiotics, enzymes) into measurable electrical signals. 118In a proof of concept, first in human study (n = 10), Rawson et al. used microneedle biosensors to measure phenoxymethylpenicillin concentrations in healthy volunteers and demonstrated good correlation between concentrations measured by microdialysis and plasma. 118Research using biosensor-based TDM in patients, if successful, will make realtime measurements of beta-lactam concentrations possible. 118losed loop antibiotic delivery systems may also enable real-time dose adaptation in response to biosensor measured concentrations. 118The integration of newer technologies with electronic medical records will improve user-friendliness and could lead to the development of large databases with inputs that include a multitude of co-variates and clinical outcomes amenable to learning analytics. 119Advances in biosensor, MIPD, point of care technologies and cloud connectivity will lend themselves to wider application, accessibility and remote monitoring. 114hese advances will assist in removing the requirement for large machines and complex sample processing techniques, making precision antibiotic dosing accessible to a variety of settings. 118

Conclusions
Beta-lactam TDM is a step toward precision medicine in the management of infection syndromes.The main role for beta-lactam TDM currently, is its utility in achieving and maintaining efficacy targets and avoiding toxic concentrations.Well-designed, prospective studies should include clearly defined populations with defined clinical, biochemical or bacteriological end points.The effectiveness of MIPD and software-guided dose optimization strategies should also be included in these studies.Recent literature on association of beta-lactam TDM and improved treatment success is encouraging.The lack of robust prospective data from RCTs on improved outcomes should not preclude the implementation of beta-lactam TDM.An important consideration is the significant requirements of infrastructure, personnel and expertise.Prospective studies demonstrating cost-effectiveness, feasibility and acceptability of TDM to healthcare providers will be required to justify the establishment of this intervention within the critical care setting.
Two of the most recent RCTs by Ewoldt et al. (n = 388) and Roggeveen et al. (n = 252) assessed the impact of betalactam dose individualization using TDM and model informed precision dosing (MIPD) software on clinical outcomes of critically ill patients compared to standard dosing.

Table 1 .
Pharmacokinetic bNo clear toxicity threshold has been identified, threshold values derived from observational pharmacokinetic and retrospective studies.